Supermassive black hole binaries (SMBHBs) in the 10 million to 10 billion M range form in galaxy mergers, and live in galactic nuclei with large and poorly constrained concentrations of gas and stars. There are currently no observations of merging SMBHBs-it is in fact possible that they stall at their final parsec of separation and never merge. While LIGO has detected high frequency GWs, SMBHBs emit GWs in the nanohertz to millihertz band. This is inaccessible to ground-based interferometers, but possible with Pulsar Timing Arrays (PTAs). Using data from local galaxies in the 2 Micron All-Sky Survey, together with galaxy merger rates from Illustris, we find that there are on average 91 ± 7 sources emitting GWs in the PTA band, and 7 ± 2 binaries which will never merge. Local unresolved SMBHBs can contribute to GW background anisotropy at a level of ∼ 20%, and if the GW background can be successfully isolated, GWs from at least one local SMBHB can be detected in 10 years.